{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network Inspectors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ```network_inspectors()``` module allows you to inspect the LANs directly. We will be grateful if you report any strange behavior you might find."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MODULE IMPORTS ----\n",
    "import numpy as np\n",
    "import hddm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Direct access to batch predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the ```hddm.network_inspectors.get_torch_mlp()``` function to access network predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Specify model\n",
    "model = \"angle\"\n",
    "lan_angle = hddm.network_inspectors.get_torch_mlp(model=model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Some network outputs\n",
      "[[-6.5302606 ]\n",
      " [ 0.5264375 ]\n",
      " [ 0.410895  ]\n",
      " [-0.52280986]\n",
      " [-1.0521754 ]\n",
      " [-1.552991  ]\n",
      " [-2.0735168 ]\n",
      " [-2.6183672 ]\n",
      " [-3.2071779 ]\n",
      " [-3.878473  ]]\n",
      "Shape\n",
      "(200, 1)\n"
     ]
    }
   ],
   "source": [
    "# Make some random parameter set\n",
    "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n",
    "    model=model, param_dict=None, n_parameter_vectors=1\n",
    ")\n",
    "\n",
    "parameter_matrix = np.tile(np.squeeze(parameter_df.values), (200, 1))\n",
    "\n",
    "# Initialize network input\n",
    "network_input = np.zeros(\n",
    "    (parameter_matrix.shape[0], parameter_matrix.shape[1] + 2)\n",
    ")  # Note the + 2 on the right --> we append the parameter vectors with reaction times (+1 columns) and choices (+1 columns)\n",
    "\n",
    "# Add reaction times\n",
    "network_input[:, -2] = np.linspace(0, 3, parameter_matrix.shape[0])\n",
    "\n",
    "# Add choices\n",
    "network_input[:, -1] = np.repeat(np.random.choice([-1, 1]), parameter_matrix.shape[0])\n",
    "\n",
    "# Note: The networks expects float32 inputs\n",
    "network_input = network_input.astype(np.float32)\n",
    "\n",
    "# Show example output\n",
    "print(\"Some network outputs\")\n",
    "print(lan_angle(network_input)[:10])  # printing the first 10 outputs\n",
    "print(\"Shape\")\n",
    "print(lan_angle(network_input).shape)  # original shape of output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting Utilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HDDM provides two plotting function to investigate the network outputs directly. The ```kde_vs_lan_likelihoods()``` plot and the ```lan_manifold()``` plot. \n",
    "\n",
    "**NOTE**:\n",
    "These utilities are designed for 2-choice models at the moment.  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `kde_vs_lan_likelihoods()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make some parameters\n",
    "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n",
    "    model=model, param_dict=None, n_parameter_vectors=10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>v</th>\n",
       "      <th>a</th>\n",
       "      <th>z</th>\n",
       "      <th>t</th>\n",
       "      <th>theta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.729321</td>\n",
       "      <td>1.184634</td>\n",
       "      <td>0.798893</td>\n",
       "      <td>0.186882</td>\n",
       "      <td>0.225510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.550569</td>\n",
       "      <td>1.473085</td>\n",
       "      <td>0.389967</td>\n",
       "      <td>0.583149</td>\n",
       "      <td>0.317908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.297733</td>\n",
       "      <td>1.241166</td>\n",
       "      <td>0.630780</td>\n",
       "      <td>1.617812</td>\n",
       "      <td>0.455768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.918573</td>\n",
       "      <td>0.972126</td>\n",
       "      <td>0.307551</td>\n",
       "      <td>1.496773</td>\n",
       "      <td>0.898875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.666445</td>\n",
       "      <td>1.882498</td>\n",
       "      <td>0.530820</td>\n",
       "      <td>0.259892</td>\n",
       "      <td>1.028040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.629646</td>\n",
       "      <td>0.507156</td>\n",
       "      <td>0.692670</td>\n",
       "      <td>0.529111</td>\n",
       "      <td>0.845566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.255036</td>\n",
       "      <td>1.741760</td>\n",
       "      <td>0.678846</td>\n",
       "      <td>1.849304</td>\n",
       "      <td>1.233386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.891731</td>\n",
       "      <td>0.795798</td>\n",
       "      <td>0.721093</td>\n",
       "      <td>1.705487</td>\n",
       "      <td>0.704186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-2.954760</td>\n",
       "      <td>1.518239</td>\n",
       "      <td>0.419388</td>\n",
       "      <td>0.623301</td>\n",
       "      <td>0.607989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.360199</td>\n",
       "      <td>1.369782</td>\n",
       "      <td>0.629768</td>\n",
       "      <td>0.098295</td>\n",
       "      <td>0.497529</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          v         a         z         t     theta\n",
       "0  2.729321  1.184634  0.798893  0.186882  0.225510\n",
       "1  0.550569  1.473085  0.389967  0.583149  0.317908\n",
       "2  0.297733  1.241166  0.630780  1.617812  0.455768\n",
       "3 -2.918573  0.972126  0.307551  1.496773  0.898875\n",
       "4  0.666445  1.882498  0.530820  0.259892  1.028040\n",
       "5  1.629646  0.507156  0.692670  0.529111  0.845566\n",
       "6 -1.255036  1.741760  0.678846  1.849304  1.233386\n",
       "7  0.891731  0.795798  0.721093  1.705487  0.704186\n",
       "8 -2.954760  1.518239  0.419388  0.623301  0.607989\n",
       "9  0.360199  1.369782  0.629768  0.098295  0.497529"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parameter_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 of 10\n",
      "2 of 10\n",
      "3 of 10\n",
      "4 of 10\n",
      "5 of 10\n",
      "6 of 10\n",
      "7 of 10\n",
      "8 of 10\n",
      "9 of 10\n",
      "10 of 10\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hddm.network_inspectors.kde_vs_lan_likelihoods(\n",
    "    parameter_df=parameter_df, model=model, cols=3, n_samples=2000, n_reps=10, show=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `lan_manifold()`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastly, you can use the ```lan_manifold()``` plot to investigate the LAN likelihoods over a range of parameters. \n",
    "\n",
    "The idea is to use a base parameter vector and vary one of the parameters in a prespecificed range. \n",
    "\n",
    "This plot can be informative if you would like to understand better how a parameter affects model behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using only the first row of the supplied parameter array !\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now plotting\n",
    "hddm.network_inspectors.lan_manifold(\n",
    "    parameter_df=parameter_df,\n",
    "    vary_dict={\"v\": np.linspace(-2, 2, 20)},\n",
    "    model=model,\n",
    "    n_rt_steps=300,\n",
    "    fig_scale=1.0,\n",
    "    max_rt=5,\n",
    "    save=True,\n",
    "    show=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hddmnn_tutorial",
   "language": "python",
   "name": "hddmnn_tutorial"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7 (default, May  6 2020, 04:59:01) \n[Clang 4.0.1 (tags/RELEASE_401/final)]"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
